A notebook demo can be found in [demo/inference_demo.ipynb](demo/inference_demo.ipynb).
A notebook demo can be found in [demo/inference_demo.ipynb](../demo/inference_demo.ipynb).
## Train a model
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@@ -133,7 +133,7 @@ If you want to specify the working directory in the command, you can add an argu
Optional arguments are:
-`--validate` (**strongly recommended**): Perform evaluation at every k (default value is 1, which can be modified like [this](configs/mask_rcnn_r50_fpn_1x.py#L174)) epochs during the training.
-`--validate` (**strongly recommended**): Perform evaluation at every k (default value is 1, which can be modified like [this](../configs/mask_rcnn_r50_fpn_1x.py#L174)) epochs during the training.
-`--work_dir ${WORK_DIR}`: Override the working directory specified in the config file.
-`--resume_from ${CHECKPOINT_FILE}`: Resume from a previous checkpoint file.
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@@ -155,7 +155,7 @@ Here is an example of using 16 GPUs to train Mask R-CNN on the dev partition.
./tools/slurm_train.sh dev mask_r50_1x configs/mask_rcnn_r50_fpn_1x.py /nfs/xxxx/mask_rcnn_r50_fpn_1x 16
```
You can check [slurm_train.sh](tools/slurm_train.sh) for full arguments and environment variables.
You can check [slurm_train.sh](../tools/slurm_train.sh) for full arguments and environment variables.
If you have just multiple machines connected with ethernet, you can refer to
@@ -197,7 +197,7 @@ More models with different backbones will be added to the model zoo.
**Notes:**
- Please refer to [Hybrid Task Cascade](configs/htc/README.md) for details and more a powerful model (50.7/43.9).
- Please refer to [Hybrid Task Cascade](../configs/htc/README.md) for details and more a powerful model (50.7/43.9).
### SSD
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@@ -214,54 +214,54 @@ More models with different backbones will be added to the model zoo.
### Group Normalization (GN)
Please refer to [Group Normalization](configs/gn/README.md) for details.
Please refer to [Group Normalization](../configs/gn/README.md) for details.
### Weight Standardization
Please refer to [Weight Standardization](configs/gn+ws/README.md) for details.
Please refer to [Weight Standardization](../configs/gn+ws/README.md) for details.
### Deformable Convolution v2
Please refer to [Deformable Convolutional Networks](configs/dcn/README.md) for details.
Please refer to [Deformable Convolutional Networks](../configs/dcn/README.md) for details.
### Libra R-CNN
Please refer to [Libra R-CNN](configs/libra_rcnn/README.md) for details.
Please refer to [Libra R-CNN](../configs/libra_rcnn/README.md) for details.
### Guided Anchoring
Please refer to [Guided Anchoring](configs/guided_anchoring/README.md) for details.
Please refer to [Guided Anchoring](../configs/guided_anchoring/README.md) for details.
### FCOS
Please refer to [FCOS](configs/fcos/README.md) for details.
Please refer to [FCOS](../configs/fcos/README.md) for details.
### Grid R-CNN (plus)
Please refer to [Grid R-CNN](configs/grid_rcnn/README.md) for details.
Please refer to [Grid R-CNN](../configs/grid_rcnn/README.md) for details.
### GHM
Please refer to [GHM](configs/ghm/README.md) for details.
Please refer to [GHM](../configs/ghm/README.md) for details.
### GCNet
Please refer to [GCNet](configs/gcnet/README.md) for details.
Please refer to [GCNet](../configs/gcnet/README.md) for details.
### HRNet
Please refer to [HRNet](configs/hrnet/README.md) for details.
Please refer to [HRNet](../configs/hrnet/README.md) for details.
### Mask Scoring R-CNN
Please refer to [Mask Scoring R-CNN](configs/ms_rcnn/README.md) for details.
Please refer to [Mask Scoring R-CNN](../configs/ms_rcnn/README.md) for details.
### Train from Scratch
Please refer to [Rethinking ImageNet Pre-training](configs/scratch/README.md) for details.
Please refer to [Rethinking ImageNet Pre-training](../configs/scratch/README.md) for details.
### Other datasets
We also benchmark some methods on [PASCAL VOC](configs/pascal_voc/README.md), [Cityscapes](configs/cityscapes/README.md) and [WIDER FACE](configs/wider_face/README.md).
We also benchmark some methods on [PASCAL VOC](../configs/pascal_voc/README.md), [Cityscapes](../configs/cityscapes/README.md) and [WIDER FACE](../configs/wider_face/README.md).
## Comparison with Detectron and maskrcnn-benchmark